Download Active Media Technology: 7th International Conference, AMT by Ali Ghorbani (auth.), Ning Zhong, Vic Callaghan, Ali A. PDF

By Ali Ghorbani (auth.), Ning Zhong, Vic Callaghan, Ali A. Ghorbani, Bin Hu (eds.)

This booklet constitutes the refereed court cases of the seventh overseas convention on energetic Media know-how, AMT 2011, held in Lanzhou, China, in September 2011. The 30 revised complete papers and six keynote talks have been conscientiously reviewed and chosen for inclusion within the booklet. they're grouped in topcial sections on facts mining and development research in lively media; energetic human-Web interplay and social media; energetic internet intelligence purposes; energetic multi-agent and community platforms; in addition to expertise intelligence.

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Additional info for Active Media Technology: 7th International Conference, AMT 2011, Lanzhou, China, September 7-9, 2011. Proceedings

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      MaxDecision( x) = arg max ( MPWC sc (h | x)) h∈EPPC sc (4) 36 H. Parvin, B. Minaei, and H. Alizadeh where sc is: sc( x ) = arg max (max ( MPWCi (h | x ))) i (5) h∈EPPCi Because of the reinforcement of the main classifier by some ensembles in erroneous regions, it is expected that the accuracy of this method outperforms a simple MLP or unweighted ensemble. 4 stands as the structure of the ensemble framework. 5 Experimental Results This section evaluates the results of applying the proposed framework on a Persian handwritten digit dataset named Hoda [4].

      The first training phase of the proposed method m PWCi ( x | h) = ∑ wi , j * PWCi , j ( x | h) , h ∈ EPPCi (2) j =1 where x is a test data. The last step of the proposed framework is to combine the results of the main multiclass classifier and those of PWCi. It is worthy to note that there are 2*k outputs from the binary ensembles plus c outputs of the main multiclass classifier. So the problem is to map a 2*k+c intermediate space to a c space each of which corresponds to a class. The results of all these classifiers are fed as inputs in the aggregators.

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